Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4501 | 79.264 | bharatlas-mcpmcp · search | Description: Query India's open geo data in natural language. 8 tools: list layers, inspect schemas, filter/group any column, point-in-polygon locate… | 38 stars · 3 forks | No one-command install · Source | |
| 4501 | 79.264 | gguimcp · ai-agents | Enables AI agents to generate and serve ephemeral, interactive user interfaces over MCP through natural language descriptions. | 38 stars · 3 forks | No one-command install · Source | |
| 4501 | 79.264 | pluginslab-wp-block-markupmcp · searchalso listed as wp-blockmarkup-mcp | WordPress Gutenberg block schema indexing and validation for 121 core blocks. | 38 stars · 3 forks | No one-command install · Source | |
| 4505 | 79.238 | officeagent-netmcp · ai-agents | MCP server that lets agents edit real Microsoft Word (.docx) documents - tracked changes, tables, styles, comments, content controls, and document… | 22 stars · 8 forks | No one-command install · Source | |
| 4505 | 79.238 | crowmcp · ai-agents | AI-powered project management with persistent memory, encrypted P2P sharing, and 20+ integrations, enabling your AI assistant to manage projects… | 22 stars · 8 forks | No one-command install · Source | |
| 4505 | 79.238 | overseer66-comfyuimcp · other | Provides a bridge between AI systems and ComfyUI's image generation capabilities, enabling text-to-image creation with customizable parameters through… | 22 stars · 8 forks | No one-command install · Source | |
| 4505 | 79.238 | qianniuspace-sentrymcp · observability | Integrates with Sentry.io for retrieving and analyzing error reports, stacktraces, and debugging information, enabling developers and support teams to… | 22 stars · 8 forks | No one-command install · Source | |
| 4505 | 79.238 | twitter-searchmcp · observability | Enables Claude to search Twitter with natural language queries, filtering by keywords, users, dates, and engagement metrics with formatted markdown… | 22 stars · 8 forks | No one-command install · Source | |
| 4505 | 79.238 | noahgsolomon-pumpfunmcp · other | Enables direct interaction with the Pump.fun platform on Solana blockchain for creating, buying, and selling tokens with customizable parameters and… | 22 stars · 8 forks | No one-command install · Source | |
| 4511 | 79.208 | asynkormcp · ai-agents | Coordination layer for AI coding agents working on the same codebase. Adds file locks, shared project memory, and cross-machine file sync so Claude… | 50 stars · 2 forks | No one-command install · Source | |
| 4511 | 79.208 | vladyslavmykhailyshyn-ukrainian-statisticsmcp · back-end | Integrates with Ukraine's State Statistics Service SDMX API to provide access to official government statistical data across energy, trade, and… | 50 stars · 2 forks | No one-command install · Source | |
| 4513 | 79.196 | wa-mcpmcp · back-end | WhatsApp MCP server that exposes messaging, groups, contacts, and profile management as tools and resources for AI agents, supporting Baileys and Meta… | 20 stars · 10 forks | No one-command install · Source | |
| 4514 | 79.183 | sap-mcpmcp · other | Use the SAP MCP Wizard or install the library from the npm registry to automatically create and configure a Solana/SAP wallet via… | 34,350 installs | No commit datelisted | No one-command install · Source |
| 4515 | 79.174 | thunderboltsid-nutanix-prismmcp · back-end | Bridges to Nutanix's Prism Central API, enabling infrastructure teams to query and monitor virtualized resources like VMs, clusters, hosts, and… | 14 stars · 11 forks | No one-command install · Source | |
| 4515 | 79.174 | cam10001110101-outlook-emailmcp · database | Integrates with Outlook to provide email processing, semantic search, and metadata storage capabilities using MongoDB and SQLite, enabling advanced… | 14 stars · 11 forks | No one-command install · Source | |
| 4515 | 79.174 | kukapay-hyperliquid-whalealert-mcpmcp · back-end | An MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million. | 14 stars · 11 forks | No one-command install · Source | |
| 4515 | 79.174 | dcspark-heliusmcp · back-end | Integrates with the Helius API to provide real-time Solana blockchain data access, enabling wallet balance checks and block height retrieval for… | 14 stars · 11 forks | No one-command install · Source | |
| 4515 | 79.174 | mcp-server-for-snowflakemcp · database | Enables read-only querying of Snowflake databases through Claude, supporting multiple authentication methods and SQL operations like SELECT, SHOW… | 14 stars · 11 forks | No one-command install · Source | |
| 4515 | 79.174 | marcoeg-nvdmcp · database | Provides access to the NIST National Vulnerability Database through get_cve and search_cve tools for retrieving and searching CVE records with… | 14 stars · 11 forks | No one-command install · Source | |
| 4521 | 79.170 | arcamcpmcp · back-end | MCP server for automating AFIP/ARCA electronic invoicing, certificate management, and Web Service authorization in Argentina. | 23 stars · 7 forks | No one-command install · Source | |
| 4521 | 79.170 | neusmcp · auth | Hosted MCP for NEUS verifiable proof receipts, agent verification flows, and identity proofs. | 23 stars · 7 forks | No one-command install · Source | |
| 4521 | 79.170 | hypersequent-qaspheremcp · ai-agents | Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs. | 23 stars · 7 forks | No one-command install · Source | |
| 4521 | 79.170 | lightdash-mcp-servermcp · back-end | A Model Context Protocol server for interacting with Lightdash, enabling AI assistants to discover data, create charts, and manage dashboards… | 23 stars · 7 forks | No one-command install · Source | |
| 4521 | 79.170 | noditlabs-blockchain-contextmcp · back-end | Provides blockchain context through Nodit's APIs, enabling real-time interaction with multiple protocols including Ethereum, Polygon, and Aptos for… | 23 stars · 7 forks | No one-command install · Source | |
| 4521 | 79.170 | substack-mcp-plusmcp · ai-agents | Create, manage, and publish Substack posts with full rich text formatting directly from Claude Desktop or any MCP-compatible client. | 23 stars · 7 forks | No one-command install · Source | |
| 4521 | 79.170 | mcp-documents-readermcp · ai-agents | Enables AI agents to read documents in Excel, DOCX, PDF, and TXT formats via MCP protocol. | 23 stars · 7 forks | No one-command install · Source | |
| 4521 | 79.170 | songpengfei1111-dot-trace-searchmcp · observability | Provides efficient searching and text extraction capabilities for large text files with line-based retrieval and search functionality for analyzing… | 23 stars · 7 forks | No one-command install · Source | |
| 4521 | 79.170 | sholajegede-todo-neon-kindemcp · database | Integrates Neon PostgreSQL with Kinde authentication to provide persistent todo management with user isolation, CRUD operations, and freemium billing… | 23 stars · 7 forks | No one-command install · Source | |
| 4521 | 79.170 | chrusic-todoist-enhancedmcp · back-end | Integrates with Todoist API to enable advanced task and project management capabilities including natural language processing for task creation and… | 23 stars · 7 forks | No one-command install · Source | |
| 4531 | 79.168 | rememmcp · ai-agents | Local-first persistent memory for Claude Code and OpenAI Codex CLI. A single Rust binary captures, distills, searches, and injects project memory… | 31 stars · 4 forks | No one-command install · Source | |
| 4531 | 79.168 | jmcentire-kindexmcp · search | Knowledge indexing and retrieval system with document parsing and semantic search. | 31 stars · 4 forks | No one-command install · Source | |
| 4531 | 79.168 | rbxsync-mcpmcp · ai-agents | Enables AI agents to extract, sync, test, and debug Roblox games bidirectionally between Studio and filesystem via MCP. | 31 stars · 4 forks | No one-command install · Source | |
| 4531 | 79.168 | klever-mcp-servermcp · back-endalso listed as mcp-klever-vm | An MCP server for Klever blockchain smart contract development, providing contextual knowledge including code patterns, best practices, and runtime… | 31 stars · 4 forks | No one-command install · Source | |
| 4531 | 79.168 | assimelha-cmcpmcp · ai-agents | Aggregates multiple MCP servers behind two unified tools, enabling TypeScript-based tool discovery and cross-server workflow orchestration. | 31 stars · 4 forks | No one-command install · Source | |
| 4531 | 79.168 | cliffhall-puzzleboxmcp · ai-agents | Hosts finite state machines as dynamic resources that clients can subscribe to for real-time updates, enabling coordination between multiple agents… | 31 stars · 4 forks | No one-command install · Source | |
| 4531 | 79.168 | ectorsmcp · back-end | Actor-based server that manages multiple routers with unique IDs, supporting various transport protocols for modular and composable service delivery. | 31 stars · 4 forks | No one-command install · Source | |
| 4531 | 79.168 | egorpavlikhin-roslyn-analyzermcp · other | Provides C# code analysis capabilities by leveraging the Microsoft Roslyn compiler platform to validate syntax, find references, and run recommended… | 31 stars · 4 forks | No one-command install · Source | |
| 4540 | 79.151 | topos-mcpmcp · ai-agents | Topos scores code quality by analyzing the geometric and topological structure of program graphs, surfacing structural debt that conventional linters… | 27 stars · 5 forks | No one-command install · Source | |
| 4540 | 79.151 | contextos-mcp-servermcp · ai-agents | Unified context intelligence layer for AI agents, enabling orchestration of memory, reasoning, and self-healing indexes with cognition primitives and… | 27 stars · 5 forks | No one-command install · Source | |
| 4540 | 79.151 | nirholas-repo-intelmcp · observability | Analyze repositories of any size with deep code analysis, security scanning, complexity metrics, and AI-powered semantic search. | 27 stars · 5 forks | No one-command install · Source | |
| 4540 | 79.151 | fgforrest-java-debuggermcp · back-end | Gives AI agents full Java debugger control via JDWP with 40 tools for breakpoints, expression evaluation, and value mutation. | 27 stars · 5 forks | No one-command install · Source | |
| 4540 | 79.151 | office-document-mcp-servermcp · back-end | Provides tools to extract, convert, and generate Microsoft Office documents (Word, Excel, PowerPoint) via the Model Context Protocol, with support for… | 27 stars · 5 forks | No one-command install · Source | |
| 4540 | 79.151 | jonradoff-lightcmsmcp · other | AI-native CMS with 41 tools for managing websites through natural language. | 27 stars · 5 forks | No one-command install · Source | |
| 4540 | 79.151 | danieleteti-dmvcframework-mcpmcp · ai-agents | MCP server implementation for Delphi applications using DMVCFramework, exposing tools, resources, and prompts via HTTP streamable and stdio… | 27 stars · 5 forks | No one-command install · Source | |
| 4540 | 79.151 | andreyskyfoxsidorov-unity-editormcp · front-end | Integrates with Unity Editor through HTTP transport to enable real-time GameObject manipulation, component management, asset control, scene… | 27 stars · 5 forks | No one-command install · Source | |
| 4540 | 79.151 | himorishige-hatago-hubmcp · back-end | Lightweight hub for unified management of multiple MCP servers | 27 stars · 5 forks | No one-command install · Source | |
| 4540 | 79.151 | rijkvanzanten-directusmcp · other | Bridges AI tools with Directus headless CMS, enabling content operations through automatically generated tools based on your instance's schema | 27 stars · 5 forks | No one-command install · Source | |
| 4540 | 79.151 | indian-railway-mcpmcp · search | Enables searching and tracking Indian Railways trains, checking seat availability, live status, delays, and station/train codes. | 27 stars · 5 forks | No one-command install · Source | |
| 4540 | 79.151 | saiprashanths-code-analysismcp · other | Integrates code analysis with scraping capabilities to enable code review, static analysis, and automated refactoring suggestions for development… | 27 stars · 5 forks | No one-command install · Source | |
| 4552 | 79.150 | intuition-mcp-servermcp · back-end | An HTTP stream server for interacting with the Intuition knowledge graph, enabling users to query and manage data through tools like extracting… | 10 stars · 12 forks | No one-command install · Source | |
| 4552 | 79.150 | nextlevelbuilder-goclawmcp · devops | Manages GoClaw AI gateway infrastructure with 66 tools covering agents, sessions, and configuration. | 10 stars · 12 forks | No one-command install · Source | |
| 4554 | 79.125 | google-tasks-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that brings your Google Tasks into Claude and other MCP-compatible clients, enabling task and task list… | 5 stars · 15 forks | No one-command install · Source | |
| 4555 | 79.119 | funplay-mcp-for-godotmcp · front-endalso listed as funplayai-godot | The most advanced MCP server for Godot Editor that lets AI assistants operate directly inside your running Godot project for scene creation, script… | 37 stars · 3 forks | No one-command install · Source | |
| 4555 | 79.119 | tranhuucanh-shellkeepermcp · back-end | Provides persistent terminal sessions with SSH support that maintain stateful shell connections across multiple command executions, enabling complex… | 37 stars · 3 forks | No one-command install · Source | |
| 4558 | 79.103 | fujitsu-ai-privategptmcp · comms | Integrates privateGPT with MCP-compatible applications, providing chat management, knowledge source organization, and group-based permissions for… | 6 stars · 14 forks | No one-command install · Source | |
| 4559 | 79.053 | mintlify-indexmcp · search | Provides real-time documentation retrieval for coding agents, answering implementation questions with compact, cited context assembled from developer… | 49 stars · 2 forks | No one-command install · Source | |
| 4559 | 79.053 | upamune-humanmcp · back-end | Human-in-the-loop server that routes AI assistant requests to a human operator through a Streamlit UI, enabling creative and unpredictable responses… | 49 stars · 2 forks | No one-command install · Source | |
| 4561 | 78.994 | circle-mcp-servermcp · back-end | Operate and audit your Circle.so community from Claude with tools for spaces, posts, members, comments, health snapshots, and controlled content… | 2,621 stars | No commit datelisted | No one-command install · Source |
| 4562 | 78.976 | romthpt-xrplmcp · payments | Integrates with XRP Ledger blockchain to enable XRP transfers, token operations, NFT management, DID creation, AMM interactions, escrow services… | 13 stars · 11 forks | No one-command install · Source | |
| 4563 | 78.960 | coreviz-mcpmcp · ai-agents | Exposes a visual library with semantic search, tagging, editing, and management of photos as tools for AI agents like Claude Code. | 48 stars · 2 forks | No one-command install · Source | |
| 4564 | 78.933 | grafema-mcpmcp · other | Grafema builds a queryable knowledge graph of your codebase and allows you to enforce structural invariants and query the system using Datalog or… | 36 stars · 3 forks | No one-command install · Source | |
| 4564 | 78.933 | ankitdotgg-gemini-bridgemcp · ai-agents | Delegates large-context tasks from Claude to Google Gemini via subprocess, enabling token-efficient analysis of large files and codebases. | 36 stars · 3 forks | No one-command install · Source | |
| 4564 | 78.933 | morristai-icebergmcp · other | Provides AI access to Apache Iceberg catalogs with tools for exploring namespaces, tables, schemas, properties, and partitions in data lakes without… | 36 stars · 3 forks | No one-command install · Source | |
| 4567 | 78.930 | talkthrough-mcpmcp · back-end | Feedback ingestion for AI agents. Record your screen and talk; your agent does the rest — files the bugs, writes the spec, builds the backlog. | 30 stars · 4 forks | No one-command install · Source | |
| 4567 | 78.930 | tbank-mcpmcp · back-end | Mobile banking API server for MCP-capable agents that provides 32 tools for accounts, operations, grocery ordering, transfers, and investments with… | 30 stars · 4 forks | No one-command install · Source | |
| 4567 | 78.930 | deskbridmcp · ai-agents | Linux desktop HAL for AI agents. One daemon, one socket, every desktop action. GNOME, KDE, Hyprland, X11. Ships in one command. | 30 stars · 4 forks | No one-command install · Source | |
| 4567 | 78.930 | fkesheh-skill-managementmcp · other | Organizes and executes reusable automation scripts with structured metadata, environment variable management, and automatic dependency installation… | 30 stars · 4 forks | No one-command install · Source | |
| 4567 | 78.930 | sleepingbag945-ipsearchmcp · database | Provides IP address lookups and geolocation queries through local SQLite database storage for cybersecurity workflows, network analysis, and threat… | 30 stars · 4 forks | No one-command install · Source | |
| 4567 | 78.930 | google-search-console-mcp-server-2mcp · back-end | Provides programmatic access to Google Search Console API data through Claude Code and Cursor, enabling search analytics, sitemap info, URL… | 30 stars · 4 forks | No one-command install · Source | |
| 4567 | 78.930 | alcova-ai-perplexitymcp · search | Connects AI assistants to Perplexity's API for real-time web search and specialized reasoning capabilities through perplexity_ask and… | 30 stars · 4 forks | No one-command install · Source | |
| 4574 | 78.927 | knewstimek-agent-toolmcp · ai-agents | Encoding-aware, indentation-smart file tools for AI coding agents with SSH, SFTP, and 46 bundled tools. | 24 stars · 6 forks | No one-command install · Source | |
| 4574 | 78.927 | gh-augiemazza-varrdmcp · other | AI trading research with event studies, backtesting, and statistical validation across stocks, futures, and crypto. | 24 stars · 6 forks | No one-command install · Source | |
| 4574 | 78.927 | app-store-connect-mcp-servermcp · back-endalso listed as sardorbekr-appstore-connect | A Model Context Protocol (MCP) server for Apple's App Store Connect API. Manage your iOS, macOS, tvOS, and visionOS apps directly from Claude, Cursor… | 24 stars · 6 forks | No one-command install · Source | |
| 4574 | 78.927 | sohumsuthar-simulinkmcp · other | Integrates with MATLAB Simulink for programmatic model creation, block manipulation, parameter configuration, and simulation execution. | 24 stars · 6 forks | No one-command install · Source | |
| 4574 | 78.927 | cevatkerim-unsplash-mcpmcp · searchalso listed as unsplash-mcp | Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content… | 24 stars · 6 forks | No one-command install · Source | |
| 4574 | 78.927 | hh-mcp-comfyuimcp · other | 通过Model Context Protocol调用本地ComfyUI实例生成图片，支持动态替换工作流中的提示词和尺寸等参数。 | 24 stars · 6 forks | No one-command install · Source | |
| 4574 | 78.927 | mathematica-mcp-servermcp · back-end | Enables MCP clients to execute Mathematica code via wolframscript and verify mathematical derivations. | 24 stars · 6 forks | No one-command install · Source | |
| 4574 | 78.927 | tornikegomareli-macos-toolsmcp · database | Provides macOS system monitoring with SQLite-based historical data storage and enhanced file search with tagging support, collecting real-time CPU… | 24 stars · 6 forks | No one-command install · Source | |
| 4574 | 78.927 | siddhant-k-code-memory-journal-photosmcp · search | Integrates with local iCloud Photos libraries on macOS to enable efficient searching and retrieval of photo metadata based on various criteria like… | 24 stars · 6 forks | No one-command install · Source | |
| 4585 | 78.911 | emblem-mcpmcp · back-end | # EmblemAI MCP EmblemAI is a hosted Model Context Protocol server that gives AI agents a full-featured crypto wallet plus **200+ tools** for trading… | 25,084 installs | No commit datelisted | No one-command install · Source |
| 4586 | 78.886 | l-margiela-olxmcp · observabilityalso listed as olx-mcp-server | Integrates with OLX marketplaces across five European domains using web scraping to search listings with filters and retrieve detailed property… | 21 stars · 8 forks | No one-command install · Source | |
| 4586 | 78.886 | b-open-io-bsv-walletmcp · otheralso listed as bsv-mcp | Integrates with Bitcoin SV blockchain to enable wallet operations, transaction management, and NFT interactions while maintaining local private key… | 21 stars · 8 forks | No one-command install · Source | |
| 4586 | 78.886 | evan7198-pcileechmcp · ai-agents | Direct memory access through PCILeech DMA hardware for debugging, reverse engineering, and security research | 21 stars · 8 forks | No one-command install · Source | |
| 4586 | 78.886 | any-cli-mcp-servermcp · back-endalso listed as eirikb-any-cli-mcp-server | Turn any CLI tool into an MCP server by leveraging its --help output, enabling natural language interaction with tools like gh, az, git, etc. | 21 stars · 8 forks | No one-command install · Source | |
| 4586 | 78.886 | blazickjp-shellmcp · search | Integrates with the local shell environment to enable execution of system commands, file operations, and retrieval of system information for task… | 21 stars · 8 forks | No one-command install · Source | |
| 4586 | 78.886 | pydoll-mcpmcp · browser | Enables browser automation with zero-webdriver, supporting tab management, element finding, navigation, and intelligent search via MCP, with captcha… | 21 stars · 8 forks | No one-command install · Source | |
| 4586 | 78.886 | pullkitsan-mobsf-mcp-servermcp · back-end | A MCP server for MobSF which can be used for static and dynamic analysis of Android and iOS application. | 21 stars · 8 forks | No one-command install · Source | |
| 4586 | 78.886 | fewsatsmcp · payments | Integrates with the Fewsats payment platform to enable secure financial transactions through L402 protocol, allowing wallet balance checks, payment… | 21 stars · 8 forks | No one-command install · Source | |
| 4586 | 78.886 | bartekke8it56w2-gemini-thinkingmcp · back-end | Integrates with Google's Gemini API to provide analytical thinking capabilities for complex problem-solving, codebase analysis, and architectural… | 21 stars · 8 forks | No one-command install · Source | |
| 4586 | 78.886 | tencent-edgeone-geomcp · back-end | Provides lightweight geolocation retrieval by exposing an HTTP endpoint that fetches precise user location data for contextual awareness with minimal… | 21 stars · 8 forks | No one-command install · Source | |
| 4586 | 78.886 | kapilduraphe-webflowmcp · back-end | Integrates with the Webflow API to enable retrieving site information, managing custom domains, and automating Webflow site management tasks. | 21 stars · 8 forks | No one-command install · Source | |
| 4600 | 78.848 | dcc-mcp-blendermcp · back-end | Enables AI clients to control Blender's 3D workflow via an embedded MCP server. | 26 stars · 5 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.